delusional
characterized by or holding idiosyncratic beliefs or impressions that are contradicted by reality or rational argument, typically as a symptom of mental disorder.
"hospitalization for schizophrenia and delusional paranoia"
based on or having faulty judgement; mistaken.
"their delusional belief in the project's merits never wavers"